{"id":"W4412116633","doi":"10.1002/nau.70116","title":"Utilizing Predictive Analytics to Understand Neurogenic Bladder Symptom Score (NBSS) Variations in Adults With Acquired Spinal Cord Injury","year":2025,"lang":"en","type":"article","venue":"Neurourology and Urodynamics","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"H2020 European Research Council; Patient-Centered Outcomes Research Institute","keywords":"Medicine; Spinal cord injury; Spinal cord; Rehabilitation; Physical medicine and rehabilitation; Neurogenic bladder dysfunction; Physical therapy; Urinary bladder; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001725837,0.0002210869,0.0003257058,0.0005372221,0.000155559,0.00002795551,0.0001230571,0.0001599032,0.00001805367],"category_scores_gemma":[0.0001236956,0.0002001621,0.00004346081,0.0008689768,0.0002110367,0.00009268698,0.0001550357,0.0004721764,0.000003925436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006068311,"about_ca_system_score_gemma":0.0003178481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002756414,"about_ca_topic_score_gemma":0.0001858343,"domain_scores_codex":[0.9983402,0.0001458258,0.0002861579,0.0005632518,0.0002024163,0.0004621392],"domain_scores_gemma":[0.9991463,0.000154616,0.00004989496,0.0003320977,0.0001277199,0.0001893391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1690262,0.001520948,0.7797374,0.0006418496,0.001253666,0.002503467,0.002411639,0.001285454,0.001474666,0.02107797,0.0007115596,0.01835512],"study_design_scores_gemma":[0.003992009,0.01975063,0.9142732,0.000160019,0.0004012694,0.0002879155,0.0006796041,0.05849085,0.00003500543,0.00138602,0.0002818925,0.0002615523],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885978,0.0001638162,0.003713265,0.004240458,0.0001283014,0.0007736205,0.0000413601,0.00005722854,0.002284175],"genre_scores_gemma":[0.9969653,0.0002927531,0.0001856421,0.002218427,0.00003405277,0.00001468318,0.00003198355,0.00002621857,0.0002308942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1650342,"threshold_uncertainty_score":0.8162372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.020055192135245,"score_gpt":0.3153838262205899,"score_spread":0.2953286340853449,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}